Project Proposal

Machine learning with Weka for Kung fu-training purposes.

Victoria Værnø

With what accuracy can the multilevel perceptron algorithm in Weka classify side-kicks?

Is it good enough for a beta training application for complete beginners?

DataCapture 500 side kicks of types:1. ”Bad Kick”2. ”Good Kick Guard Down”3. ”Good Kick Guard Up”

Attributes: Skeleton joint angles.

• Reduce movie sizes to 6 frames. • Make ARFF file with all the kicks. • Feed the ARFF file into Weka and experiment with the

algorithms.

Data Processing

Challenges • Skeleton recognition• Complex classes• Too much similarity which is

irrelevant to the classification

Questions?

Thoughts?

Tips?